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   "source": [
    "import numpy as np \n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.pipeline import make_pipeline\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7e290c99",
   "metadata": {
    "execution": {
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    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>year</th>\n",
       "      <th>cigsale</th>\n",
       "      <th>retprice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>1970</td>\n",
       "      <td>89.8</td>\n",
       "      <td>39.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>1971</td>\n",
       "      <td>95.4</td>\n",
       "      <td>42.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>1972</td>\n",
       "      <td>101.1</td>\n",
       "      <td>42.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>1973</td>\n",
       "      <td>102.9</td>\n",
       "      <td>42.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>1974</td>\n",
       "      <td>108.2</td>\n",
       "      <td>43.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     state  year  cigsale  retprice\n",
       "0  Alabama  1970     89.8      39.6\n",
       "1  Alabama  1971     95.4      42.7\n",
       "2  Alabama  1972    101.1      42.3\n",
       "3  Alabama  1973    102.9      42.1\n",
       "4  Alabama  1974    108.2      43.1"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### READ DATA ###\n",
    "\n",
    "data_path = \"https://raw.githubusercontent.com/cerlymarco/MEDIUM_NoteBook/master/Hacking_Causal_Inference/smoking_data.csv\"\n",
    "df = pd.read_csv(data_path).drop(columns=[\"lnincome\",\"beer\", \"age15to24\"])\n",
    "df['year'] = df['year'].astype(int)\n",
    "\n",
    "df.head()"
   ]
  },
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(31, 39)\n"
     ]
    },
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>state</th>\n",
       "      <th>Alabama</th>\n",
       "      <th>Arkansas</th>\n",
       "      <th>California</th>\n",
       "      <th>Colorado</th>\n",
       "      <th>Connecticut</th>\n",
       "      <th>Delaware</th>\n",
       "      <th>Georgia</th>\n",
       "      <th>Idaho</th>\n",
       "      <th>Illinois</th>\n",
       "      <th>Indiana</th>\n",
       "      <th>...</th>\n",
       "      <th>South Carolina</th>\n",
       "      <th>South Dakota</th>\n",
       "      <th>Tennessee</th>\n",
       "      <th>Texas</th>\n",
       "      <th>Utah</th>\n",
       "      <th>Vermont</th>\n",
       "      <th>Virginia</th>\n",
       "      <th>West Virginia</th>\n",
       "      <th>Wisconsin</th>\n",
       "      <th>Wyoming</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1970</th>\n",
       "      <td>89.8</td>\n",
       "      <td>100.3</td>\n",
       "      <td>123.0</td>\n",
       "      <td>124.8</td>\n",
       "      <td>120.0</td>\n",
       "      <td>155.0</td>\n",
       "      <td>109.9</td>\n",
       "      <td>102.4</td>\n",
       "      <td>124.8</td>\n",
       "      <td>134.6</td>\n",
       "      <td>...</td>\n",
       "      <td>103.6</td>\n",
       "      <td>92.7</td>\n",
       "      <td>99.8</td>\n",
       "      <td>106.4</td>\n",
       "      <td>65.5</td>\n",
       "      <td>122.6</td>\n",
       "      <td>124.3</td>\n",
       "      <td>114.5</td>\n",
       "      <td>106.4</td>\n",
       "      <td>132.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1971</th>\n",
       "      <td>95.4</td>\n",
       "      <td>104.1</td>\n",
       "      <td>121.0</td>\n",
       "      <td>125.5</td>\n",
       "      <td>117.6</td>\n",
       "      <td>161.1</td>\n",
       "      <td>115.7</td>\n",
       "      <td>108.5</td>\n",
       "      <td>125.6</td>\n",
       "      <td>139.3</td>\n",
       "      <td>...</td>\n",
       "      <td>115.0</td>\n",
       "      <td>96.7</td>\n",
       "      <td>106.3</td>\n",
       "      <td>108.9</td>\n",
       "      <td>67.7</td>\n",
       "      <td>124.4</td>\n",
       "      <td>128.4</td>\n",
       "      <td>111.5</td>\n",
       "      <td>105.4</td>\n",
       "      <td>131.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1972</th>\n",
       "      <td>101.1</td>\n",
       "      <td>103.9</td>\n",
       "      <td>123.5</td>\n",
       "      <td>134.3</td>\n",
       "      <td>110.8</td>\n",
       "      <td>156.3</td>\n",
       "      <td>117.0</td>\n",
       "      <td>126.1</td>\n",
       "      <td>126.6</td>\n",
       "      <td>149.2</td>\n",
       "      <td>...</td>\n",
       "      <td>118.7</td>\n",
       "      <td>103.0</td>\n",
       "      <td>111.5</td>\n",
       "      <td>108.6</td>\n",
       "      <td>71.3</td>\n",
       "      <td>138.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>117.5</td>\n",
       "      <td>108.8</td>\n",
       "      <td>140.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1973</th>\n",
       "      <td>102.9</td>\n",
       "      <td>108.0</td>\n",
       "      <td>124.4</td>\n",
       "      <td>137.9</td>\n",
       "      <td>109.3</td>\n",
       "      <td>154.7</td>\n",
       "      <td>119.8</td>\n",
       "      <td>121.8</td>\n",
       "      <td>124.4</td>\n",
       "      <td>156.0</td>\n",
       "      <td>...</td>\n",
       "      <td>125.5</td>\n",
       "      <td>103.5</td>\n",
       "      <td>109.7</td>\n",
       "      <td>110.4</td>\n",
       "      <td>72.7</td>\n",
       "      <td>146.8</td>\n",
       "      <td>143.1</td>\n",
       "      <td>116.6</td>\n",
       "      <td>109.5</td>\n",
       "      <td>141.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1974</th>\n",
       "      <td>108.2</td>\n",
       "      <td>109.7</td>\n",
       "      <td>126.7</td>\n",
       "      <td>132.8</td>\n",
       "      <td>112.4</td>\n",
       "      <td>151.3</td>\n",
       "      <td>123.7</td>\n",
       "      <td>125.6</td>\n",
       "      <td>131.9</td>\n",
       "      <td>159.6</td>\n",
       "      <td>...</td>\n",
       "      <td>129.7</td>\n",
       "      <td>108.4</td>\n",
       "      <td>114.8</td>\n",
       "      <td>114.7</td>\n",
       "      <td>75.6</td>\n",
       "      <td>151.8</td>\n",
       "      <td>149.6</td>\n",
       "      <td>119.9</td>\n",
       "      <td>111.8</td>\n",
       "      <td>145.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 39 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "state  Alabama  Arkansas  California  Colorado  Connecticut  Delaware  \\\n",
       "year                                                                    \n",
       "1970      89.8     100.3       123.0     124.8        120.0     155.0   \n",
       "1971      95.4     104.1       121.0     125.5        117.6     161.1   \n",
       "1972     101.1     103.9       123.5     134.3        110.8     156.3   \n",
       "1973     102.9     108.0       124.4     137.9        109.3     154.7   \n",
       "1974     108.2     109.7       126.7     132.8        112.4     151.3   \n",
       "\n",
       "state  Georgia  Idaho  Illinois  Indiana  ...  South Carolina  South Dakota  \\\n",
       "year                                      ...                                 \n",
       "1970     109.9  102.4     124.8    134.6  ...           103.6          92.7   \n",
       "1971     115.7  108.5     125.6    139.3  ...           115.0          96.7   \n",
       "1972     117.0  126.1     126.6    149.2  ...           118.7         103.0   \n",
       "1973     119.8  121.8     124.4    156.0  ...           125.5         103.5   \n",
       "1974     123.7  125.6     131.9    159.6  ...           129.7         108.4   \n",
       "\n",
       "state  Tennessee  Texas  Utah  Vermont  Virginia  West Virginia  Wisconsin  \\\n",
       "year                                                                         \n",
       "1970        99.8  106.4  65.5    122.6     124.3          114.5      106.4   \n",
       "1971       106.3  108.9  67.7    124.4     128.4          111.5      105.4   \n",
       "1972       111.5  108.6  71.3    138.0     137.0          117.5      108.8   \n",
       "1973       109.7  110.4  72.7    146.8     143.1          116.6      109.5   \n",
       "1974       114.8  114.7  75.6    151.8     149.6          119.9      111.8   \n",
       "\n",
       "state  Wyoming  \n",
       "year            \n",
       "1970     132.2  \n",
       "1971     131.7  \n",
       "1972     140.0  \n",
       "1973     141.2  \n",
       "1974     145.8  \n",
       "\n",
       "[5 rows x 39 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### UNPIVOT DATA (YEARS X STATES) ###\n",
    "\n",
    "treatment_year = 1988\n",
    "treated_state = 'California'\n",
    "\n",
    "df = df.pivot(index= 'year', columns = 'state', values = \"cigsale\")\n",
    "\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT DATA ###\n",
    "\n",
    "df.plot(legend=False, figsize=(16,6))\n",
    "plt.ylabel('Cigarete Consumptions')\n",
    "plt.axvline(x=treatment_year, ls=\"--\", label='treatment year', c='black')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "96cab160",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-14T14:47:50.866603Z",
     "iopub.status.busy": "2023-03-14T14:47:50.865033Z",
     "iopub.status.idle": "2023-03-14T14:47:50.875271Z",
     "shell.execute_reply": "2023-03-14T14:47:50.873402Z"
    },
    "papermill": {
     "duration": 0.023088,
     "end_time": "2023-03-14T14:47:50.878943",
     "exception": false,
     "start_time": "2023-03-14T14:47:50.855855",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "### SPLIT DATA ACCORDING TREATMENT YEAR ###\n",
    "\n",
    "df_train, df_test = train_test_split(\n",
    "    df, \n",
    "    test_size=int(df.index.max() - treatment_year), shuffle=False\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "aa2c64de",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-14T14:47:50.899238Z",
     "iopub.status.busy": "2023-03-14T14:47:50.897868Z",
     "iopub.status.idle": "2023-03-14T14:47:50.940674Z",
     "shell.execute_reply": "2023-03-14T14:47:50.939230Z"
    },
    "papermill": {
     "duration": 0.057059,
     "end_time": "2023-03-14T14:47:50.943901",
     "exception": false,
     "start_time": "2023-03-14T14:47:50.886842",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('standardscaler', StandardScaler()),\n",
       "                ('pca', PCA(n_components=1))])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### FIT PCA BEFORE TREATMENT YEAR ###\n",
    "\n",
    "pca = make_pipeline(StandardScaler(), PCA(n_components=1))\n",
    "pca.fit(df_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fea51cc8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-14T14:47:50.961761Z",
     "iopub.status.busy": "2023-03-14T14:47:50.961294Z",
     "iopub.status.idle": "2023-03-14T14:47:51.336543Z",
     "shell.execute_reply": "2023-03-14T14:47:51.334686Z"
    },
    "papermill": {
     "duration": 0.388246,
     "end_time": "2023-03-14T14:47:51.340073",
     "exception": false,
     "start_time": "2023-03-14T14:47:50.951827",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f2d980b6690>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT PCA COMPONENTS OVER YEARS ###\n",
    "\n",
    "pd.DataFrame({\n",
    "    f'BEFORE component ({i+1})': c\n",
    "    for i,c in enumerate(pca.transform(df_train).T)\n",
    "}, index=df_train.index).plot(ax=plt.gca(), marker='*', c='grey', figsize=(16,6))\n",
    "pd.DataFrame({\n",
    "    f'AFTER component ({i+1})': c\n",
    "    for i,c in enumerate(pca.transform(df_test).T)\n",
    "}, index=df_test.index).plot(ax=plt.gca(), marker='*', c='forestgreen')\n",
    "plt.axvline(x=treatment_year, ls=\"--\", label='treatment year', c='black')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4cb4bbbf",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-14T14:47:51.361938Z",
     "iopub.status.busy": "2023-03-14T14:47:51.360696Z",
     "iopub.status.idle": "2023-03-14T14:47:51.374904Z",
     "shell.execute_reply": "2023-03-14T14:47:51.373253Z"
    },
    "papermill": {
     "duration": 0.028204,
     "end_time": "2023-03-14T14:47:51.378364",
     "exception": false,
     "start_time": "2023-03-14T14:47:51.350160",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "### GET RECONSTRUCTION ERRORS OVER YEARS FOR EACH STATE ###\n",
    "\n",
    "df_test_reconstruct = pca.steps[0][1].inverse_transform(\n",
    "    pca.steps[-1][1].inverse_transform(pca.transform(df_test))\n",
    ")\n",
    "df_test_reconstruct = pd.DataFrame(\n",
    "    df_test_reconstruct, \n",
    "    columns=df_test.columns, index=df_test.index\n",
    ")\n",
    "reconstruct_errors = (df_test - df_test_reconstruct).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2da3323f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-14T14:47:51.397705Z",
     "iopub.status.busy": "2023-03-14T14:47:51.397117Z",
     "iopub.status.idle": "2023-03-14T14:47:51.785020Z",
     "shell.execute_reply": "2023-03-14T14:47:51.783340Z"
    },
    "papermill": {
     "duration": 0.402924,
     "end_time": "2023-03-14T14:47:51.789628",
     "exception": false,
     "start_time": "2023-03-14T14:47:51.386704",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='year'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT RECONSTRUCTION ERRORS OVER YEARS FOR EACH STATE ###\n",
    "\n",
    "(df_test - df_test_reconstruct).plot(legend=False, marker='*', figsize=(16,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "14ec1169",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-03-14T14:47:51.816960Z",
     "iopub.status.busy": "2023-03-14T14:47:51.815330Z",
     "iopub.status.idle": "2023-03-14T14:47:52.374373Z",
     "shell.execute_reply": "2023-03-14T14:47:52.372729Z"
    },
    "papermill": {
     "duration": 0.575319,
     "end_time": "2023-03-14T14:47:52.377632",
     "exception": false,
     "start_time": "2023-03-14T14:47:51.802313",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='state'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT RECONSTRUCTION ERRORS FOR EACH STATE ###\n",
    "\n",
    "reconstruct_errors.sort_values().plot.bar(figsize=(16,6), color='forestgreen')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.12"
  },
  "papermill": {
   "default_parameters": {},
   "duration": 19.936913,
   "end_time": "2023-03-14T14:47:53.719771",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2023-03-14T14:47:33.782858",
   "version": "2.3.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
